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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

peta-core

11

Peta core: The Control Plane for MCP — secure vault, managed runtime, audit trail, and policy-based approvals.

MarkItDown (NPX Wrapper)

11

An NPX-compatible wrapper for Microsoft's MarkItDown that converts documents, images, and audio into markdown without requiring Docker.

1 tool

Local History

11

MCP server for accessing VS Code/Cursor's Local History.

6 tools

mcp-chat-widget

11

Configure, host and embed MCP-enabled chat widgets for your website or product. Lightweight and extensible Chatbase clone to remotely configure and embed your agents anywhere.

uk-case-law-mcp-server

11

MCP server for UK case law using The National Archives API. Enables LLMs to search, retrieve, and cite UK legal judgments.

2 tools

cli-agent-mcp

11

A unified MCP server that orchestrates multiple CLI agents including Codex, Gemini, Claude, and OpenCode, featuring image generation capabilities and a real-time GUI dashboard for task monitoring.

7 tools

llms-txt-generator

11

The ultimate AI-powered generator for llms.txt and llms-full.txt files.

1 tool

Unity-AI-Animation

11

AI-powered tools for Unity animation workflow. Create and modify AnimationClips and AnimatorControllers directly through natural language commands.

6 tools

OpenSearch

11

A Model Context Protocol server that facilitates natural language interaction with OpenSearch clusters for index management, document searching, and cluster health monitoring.

6 tools

token-optimizer-mcp

Validated
11

A token optimization server designed to reduce token usage by over 95% through intelligent caching and compression techniques.

67 tools

Teamwork

11

The official Teamwork.com MCP server provides a standardized interface for AI agents to interact with Teamwork projects, tasks, and productivity tools using both HTTP and STDIO transports.

openwebui-mcp-setup

11

Universal MCPO/MCP bridge for Open Web UI with AI-powered configuration. Automated setup generation, Docker support, beginner-friendly. Any AI assistant can instantly convert MCP configs to working Open Web UI integrations.

@uarlouski/ssh-mcp-server

Failed
11

A comprehensive MCP server enabling AI assistants to securely manage remote infrastructure via SSH, featuring SFTP file transfers, port forwarding, and parameterized command templates with strict allowlist security.

12 tools

2slides

11

The 2slides MCP server enables AI models to generate professional presentations, search themes, and create slides from reference images using the 2slides.com API.

4 tools

osmmcp

11

OpenStreetMap MCP server providing precision geospatial tools for LLMs via Model Context Protocol. Features geocoding, routing, nearby places, neighborhood analysis, EV charging stations, and more.

23 tools

qa-use

11

Browser automation and QA testing capabilities. This server integrates with desplega.ai to offer automated testing, session monitoring, batch test execution, and intelligent test guidance using the AAA framework.

12 tools

Multi-MCP

11

A multi-model AI orchestration server that enables automated code reviews, architectural comparisons, and multi-agent debates by running multiple LLMs in parallel.

5 tools

vector_mcp

11

A server implementation for the Model Context Protocol (MCP) in Ruby.

10 tools

Self MCP Server

11

A specialized MCP server for the Self protocol that assists developers in integrating privacy-preserving identity verification, generating blockchain configurations, and debugging Web3 identity checks.

12 tools

Telephony MCP Server

11

A telephony automation server that integrates Vonage API capabilities into LLMs, allowing AI assistants to perform real-world voice calls with speech recognition and send/receive SMS messages.

2 tools

CTFd

11

Provides a Model Context Protocol interface for CTFd platforms, allowing users to browse challenges, retrieve files, manage dynamic Docker/Kubernetes containers, and submit flags directly through LLMs.

5 tools

substack-mcp-plus

Needs Setup
11

An advanced Substack integration for MCP clients that enables full rich text content creation, automated publishing, and publication management through a secure browser-based authentication flow.

12 tools

Unleash Integration (Feature Toggle)

11

A Model Context Protocol (MCP) server implementation that integrates with Unleash Feature Toggle system. Provide a bridge between LLM applications and Unleash feature flag system

2 tools

Interactive HTML UI

11

A reference implementation of the SEP-1865 specification that enables interactive HTML/JS user interfaces within MCP. It demonstrates sandboxed iframe rendering and JSON-RPC communication between the host and tools like dashboards and clocks.

2 tools

context-engineering

11

🧠 Stop building AI that forgets. Master MCP (Model Context Protocol) with production-ready semantic memory, hybrid RAG, and the WARNERCO Schematica teaching app. FastMCP + LangGraph + Vector/Graph stores. Your AI assistant's long-term memory starts here.

Aviationstack

11

An MCP server using the AviationStack API to fetch real-time flight data including airline flights, airport schedules, future flights and aircraft types.

7 tools

MarkdownLM MCP Server

11

Provides a persistent memory and governance layer that allows AI coding agents to query documented architecture rules and validate code against team standards. It enables agents to verify compliance across categories like security and testing before suggesting changes to ensure consistency across development sessions.

leanmcp-sdk

11

TypeScript SDK for building Model Context Protocol servers with built-in support for Auth, Elicitation, and MCP-Apps (including ChatGPT Apps).

discord-mcp

11

A comprehensive MCP server providing secure access to over 120 Discord REST API endpoints and real-time Gateway events for AI agents.

cursor-feedback-extension

11

Save your Cursor monthly quota! Unlimited AI interactions in one conversation via MCP feedback loop.